{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reaction-Diffusion\n",
    "\n",
    "[![Google Collab Book](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tum-pbs/PhiFlow/blob/develop/examples/grids/Reaction_Diffusion.ipynb)\n",
    "\n",
    "This example runs a reaction-diffusion equation on a 2D grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install --quiet phiflow\n",
    "from phi.torch.flow import *\n",
    "# from phi.flow import *  # If JAX is not installed. You can use phi.torch or phi.tf as well.\n",
    "from tqdm.notebook import trange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "@jit_compile\n",
    "def reaction_diffusion(u, v, du, dv, f, k, dt):\n",
    "    uvv = u * v**2\n",
    "    su = du * field.laplace(u) - uvv + f * (1 - u)\n",
    "    sv = dv * field.laplace(v) + uvv - (f + k) * v\n",
    "    return u + dt * su, v + dt * sv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x360 with 6 Axes>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "u0 = [\n",
    "    CenteredGrid(Noise(scale=20, smoothness=1.3), x=100, y=100) * .2 + .1,\n",
    "    CenteredGrid(lambda x: math.exp(-0.5 * math.sum((x - 50)**2) / 3**2), x=100, y=100),\n",
    "    CenteredGrid(lambda x: math.cos(math.vec_length(x-50)/3), x=100, y=100) * .5,\n",
    "]\n",
    "u0 = stack(u0, batch('initialization'))\n",
    "plot(u0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Maze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9f9fd7a9f7d54cc393221702082f2161",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\phd\\phiflow2\\phiml\\phiml\\backend\\torch\\_torch_backend.py:611: TracerWarning: Converting a tensor to a Python integer might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
      "  return tuple([int(s) for s in tensor.shape])\n",
      "c:\\phd\\phiflow2\\phiml\\phiml\\backend\\torch\\_torch_backend.py:312: TracerWarning: Converting a tensor to a Python float might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
      "  constant_values = self.dtype(value).kind(constant_values)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<video width=\"864\" height=\"360\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAIGZ0eXBNNFYgAAACAE00ViBpc29taXNvMmF2YzEAAAAIZnJlZQAB73xtZGF0AAACrwYF//+r\n",
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       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x179eac0b1f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maze = {'du': 0.19, 'dv': 0.05, 'f': 0.06, 'k': 0.062}\n",
    "u_trj, v_trj = iterate(reaction_diffusion, batch(time=100), u0, u0, dt=.5, f_kwargs=maze, substeps=20, range=trange)\n",
    "plot(u_trj, animate='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Coral"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4d5b089e588148b795f68a8b54faf778",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x17a319aab20>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coral = {'du': 0.16, 'dv': 0.08, 'f': 0.06, 'k': 0.062}\n",
    "u_trj, v_trj = iterate(reaction_diffusion, batch(time=200), u0, u0, dt=.5, f_kwargs=coral, substeps=20, range=trange)\n",
    "plot(u_trj.time[::2], animate='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "df11c2f43c4b4d76998e44af735a3d88",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x17a03f5aac0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dots = {'du': 0.19, 'dv': 0.03, 'f': 0.04, 'k': 0.061}\n",
    "u_trj, v_trj = iterate(reaction_diffusion, batch(time=100), u0, u0, dt=.5, f_kwargs=dots, substeps=20, range=trange)\n",
    "plot(u_trj, animate='time')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "phiflow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
